{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dfa6e3d6-d8a0-4d38-ae18-7007e4ec64db",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e3115a9-8511-4eb9-a0e7-a213b3806070",
   "metadata": {},
   "source": [
    "## 散点图\n",
    "\n",
    "### catplot()函数\n",
    "\n",
    "#### 重点\n",
    "\n",
    "1. catplot主要用于绘制分类数据图，内部封装了stripplot（默认）和swarmplot。\n",
    "    1. stripplot() ==> catplot(kind=\"strip\")\n",
    "    2. swarmplot() ==> catplot(kind=\"swarm\")\n",
    "3. swarmplot绘制时的点不会重叠\n",
    "    1. 数据不大时的视觉效果跟清晰\n",
    "    2. 数据大时的显示效果不佳"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6446dd01-cedc-4ea6-b58e-d1bf5f66cc74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "61f92b73-754a-4370-a516-766698aabf50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x115754a50>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“total_bill”分类散点图\n",
    "    # 注意：默认绘制strip散点图的话，不需要加上 kind=\"strip\"\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f980f9ee-bc4b-4844-8ed3-0406f53be796",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直接使用stripplot绘制按“day”取值分类的“total_bill”分类散点图\n",
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9252270e-867a-4f82-b29b-52fd498f2969",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x184b685d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“total_bill”分类散点图\n",
    "    # 注意：绘制swarm散点图的话，需要加上 kind=\"swarm\"\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips, kind=\"swarm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2e5d98a5-3e22-4ee5-a4f3-f193481b39fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直接使用swarmplot绘制按“day”取值分类的“total_bill”分类散点图\n",
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f01a47e5-83ea-4386-b864-23b2d81f1439",
   "metadata": {},
   "source": [
    "#### hue参数\n",
    "根据指定列的值显示不同颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3ac7f528-8473-44ed-9f21-33ca153672c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x184d12e90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给分类散点图添加颜色\n",
    "    # 按sex的值进行颜色区分\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips, hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b6d599f2-7f67-42f1-a72c-df5dae483049",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x184d9a990>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给分类散点图添加颜色\n",
    "    # 按sex的值进行颜色区分\n",
    "sns.catplot(x=\"day\", y=\"total_bill\", data=tips, kind=\"swarm\", hue=\"sex\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
